gnodet commented on code in PR #25052:
URL: https://github.com/apache/camel/pull/25052#discussion_r3637200394


##########
dsl/camel-jbang/camel-jbang-mcp/src/test/java/org/apache/camel/dsl/jbang/core/commands/mcp/RouteCostEstimateToolsTest.java:
##########
@@ -0,0 +1,165 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.camel.dsl.jbang.core.commands.mcp;
+
+import java.util.List;
+
+import io.quarkiverse.mcp.server.ToolCallException;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Test;
+
+import static org.assertj.core.api.Assertions.assertThat;
+import static org.assertj.core.api.Assertions.assertThatThrownBy;
+
+class RouteCostEstimateToolsTest {
+
+    private RouteCostEstimateTools tools;
+
+    @BeforeEach
+    void setUp() {
+        tools = new RouteCostEstimateTools();
+    }
+
+    private static final String AI_PIPELINE_ROUTE = """
+            - route:
+                id: ai-summarization
+                from:
+                  uri: "file:documents"
+                steps:
+                  - to: "docling:convert"
+                  - to: "aws-bedrock:label"
+                  - to: "aws2-s3:output-bucket"
+            """;
+
+    private static final String TEXTRACT_ROUTE = """
+            - route:
+                from:
+                  uri: "aws2-s3:input-bucket"
+                steps:
+                  - to: "aws2-textract:detect"
+                  - to: "aws-bedrock:label"
+            """;
+
+    private static final String SIMPLE_ROUTE = """
+            - route:
+                from:
+                  uri: "timer:tick"
+                steps:
+                  - to: "log:out"
+            """;
+
+    @Test
+    void shouldRequireRouteContent() {
+        assertThatThrownBy(() -> tools.camel_route_cost_estimate(null, null, 
null, null, null))
+                .isInstanceOf(ToolCallException.class)
+                .hasMessageContaining("Route content is required");
+    }
+
+    @Test
+    void shouldEstimateCostForAiPipeline() {
+        RouteCostEstimateTools.CostEstimateResult result
+                = tools.camel_route_cost_estimate(AI_PIPELINE_ROUTE, 100, 5, 
1000, 500);
+
+        assertThat(result).isNotNull();
+        assertThat(result.costBreakdown()).isNotNull();
+        assertThat(result.costBreakdown()).hasSizeGreaterThanOrEqualTo(2);

Review Comment:
   The assertions could be more precise:
   - `hasSizeGreaterThanOrEqualTo(2)` — the expected count is exactly 3 
(docling, aws-bedrock, aws2-s3 all have cost profiles)
   - `startsWith("$")` (line 116) — only checks formatting, not the computed 
value
   - `isNotEmpty()` for optimization tips (line 124) — doesn't verify which 
tips are returned for the given route
   
   Also, there's no test for XML route format despite the tool description 
claiming XML support. Adding one would immediately reveal the regex limitation 
noted above.



##########
dsl/camel-jbang/camel-jbang-mcp/src/main/java/org/apache/camel/dsl/jbang/core/commands/mcp/RouteCostEstimateTools.java:
##########
@@ -0,0 +1,317 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.camel.dsl.jbang.core.commands.mcp;
+
+import java.util.ArrayList;
+import java.util.Comparator;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.regex.Matcher;
+import java.util.regex.Pattern;
+
+import jakarta.enterprise.context.ApplicationScoped;
+
+import io.quarkiverse.mcp.server.Tool;
+import io.quarkiverse.mcp.server.ToolArg;
+import io.quarkiverse.mcp.server.ToolCallException;
+
+/**
+ * MCP Tool for estimating API costs of a Camel route based on its component 
usage.
+ * <p>
+ * Particularly useful for AI pipelines where Bedrock, Textract, and S3 calls 
have per-unit pricing. Provides
+ * per-execution cost estimates and projections at a given throughput.
+ * <p>
+ * Cost data is approximate and based on published AWS pricing as of 2025. 
Actual costs depend on model, region, and
+ * volume tiers.
+ */
+@ApplicationScoped
+public class RouteCostEstimateTools {
+
+    private static final Pattern SCHEME_PATTERN = Pattern.compile(
+            
"(?:uri:\\s*[\"']?|from:\\s+[\"']?|to:\\s+[\"']?|toD:\\s+[\"']?)([a-zA-Z][a-zA-Z0-9+.-]*):(?://)?",
+            Pattern.MULTILINE);
+

Review Comment:
   The `SCHEME_PATTERN` regex only matches YAML-style syntax but the `@Tool` 
description claims "Analyzes a YAML or XML route definition". XML routes use 
`<from uri="scheme:..."/>` syntax that won't match this pattern, silently 
returning zero schemes.
   
   Additionally, for standard YAML routes in `from:\n  uri: "scheme:..."` 
format, the regex captures `uri` as a false scheme name rather than the actual 
component scheme.
   
   Consider adopting the approach from `ExplainTools` — iterating 
`CatalogService.loadCatalog().findComponentNames()` and checking 
`content.contains(comp + ":")`  — which handles any format uniformly. 
Alternatively, remove the XML claim from the `@Tool` description if only YAML 
is supported.



##########
dsl/camel-jbang/camel-jbang-mcp/src/main/java/org/apache/camel/dsl/jbang/core/commands/mcp/RouteCostEstimateTools.java:
##########
@@ -0,0 +1,317 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.camel.dsl.jbang.core.commands.mcp;
+
+import java.util.ArrayList;
+import java.util.Comparator;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.regex.Matcher;
+import java.util.regex.Pattern;
+
+import jakarta.enterprise.context.ApplicationScoped;
+
+import io.quarkiverse.mcp.server.Tool;
+import io.quarkiverse.mcp.server.ToolArg;
+import io.quarkiverse.mcp.server.ToolCallException;
+
+/**
+ * MCP Tool for estimating API costs of a Camel route based on its component 
usage.
+ * <p>
+ * Particularly useful for AI pipelines where Bedrock, Textract, and S3 calls 
have per-unit pricing. Provides
+ * per-execution cost estimates and projections at a given throughput.
+ * <p>
+ * Cost data is approximate and based on published AWS pricing as of 2025. 
Actual costs depend on model, region, and
+ * volume tiers.
+ */
+@ApplicationScoped
+public class RouteCostEstimateTools {
+
+    private static final Pattern SCHEME_PATTERN = Pattern.compile(
+            
"(?:uri:\\s*[\"']?|from:\\s+[\"']?|to:\\s+[\"']?|toD:\\s+[\"']?)([a-zA-Z][a-zA-Z0-9+.-]*):(?://)?",
+            Pattern.MULTILINE);
+
+    private static final Map<String, ComponentCostProfile> COST_PROFILES = 
buildCostProfiles();
+
+    @Tool(annotations = @Tool.Annotations(readOnlyHint = true, destructiveHint 
= false, openWorldHint = false),
+          description = "Estimate API costs for a Camel route based on its 
component usage. "
+                        + "Analyzes a YAML or XML route definition and 
identifies components with "
+                        + "pay-per-use pricing (Bedrock LLM, Textract, S3, 
SQS, SNS, etc.). "
+                        + "Returns per-execution cost estimate and monthly 
projection at a given throughput. "
+                        + "Cost data is approximate based on published AWS 
pricing.")
+    public CostEstimateResult camel_route_cost_estimate(
+            @ToolArg(description = "The Camel route definition (YAML or XML)") 
String route,
+            @ToolArg(description = "Expected messages per hour for cost 
projection (default: 100)") Integer messagesPerHour,
+            @ToolArg(description = "Average document pages per message for 
Textract/Docling (default: 5)") Integer avgPages,
+            @ToolArg(description = "Average LLM input tokens per request 
(default: 1000)") Integer avgInputTokens,
+            @ToolArg(description = "Average LLM output tokens per request 
(default: 500)") Integer avgOutputTokens) {
+

Review Comment:
   The `estimateRouteCost` method is missing the standard try/catch exception 
handling pattern used by ~84% of existing tools in this package:
   
   ```java
   try {
       // main logic
   } catch (ToolCallException e) {
       throw e;
   } catch (Throwable e) {
       throw new ToolCallException("Failed to estimate route cost: " + 
e.getMessage(), null);
   }
   ```
   
   Without this, any unexpected exception (regex failure, NPE) propagates as an 
unhandled error instead of a proper `ToolCallException`.



##########
dsl/camel-jbang/camel-jbang-mcp/src/main/java/org/apache/camel/dsl/jbang/core/commands/mcp/RouteCostEstimateTools.java:
##########
@@ -0,0 +1,317 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.camel.dsl.jbang.core.commands.mcp;
+
+import java.util.ArrayList;
+import java.util.Comparator;
+import java.util.LinkedHashMap;
+import java.util.List;
+import java.util.Map;
+import java.util.regex.Matcher;
+import java.util.regex.Pattern;
+
+import jakarta.enterprise.context.ApplicationScoped;
+
+import io.quarkiverse.mcp.server.Tool;
+import io.quarkiverse.mcp.server.ToolArg;
+import io.quarkiverse.mcp.server.ToolCallException;
+
+/**
+ * MCP Tool for estimating API costs of a Camel route based on its component 
usage.
+ * <p>
+ * Particularly useful for AI pipelines where Bedrock, Textract, and S3 calls 
have per-unit pricing. Provides
+ * per-execution cost estimates and projections at a given throughput.
+ * <p>
+ * Cost data is approximate and based on published AWS pricing as of 2025. 
Actual costs depend on model, region, and
+ * volume tiers.
+ */
+@ApplicationScoped
+public class RouteCostEstimateTools {
+
+    private static final Pattern SCHEME_PATTERN = Pattern.compile(
+            
"(?:uri:\\s*[\"']?|from:\\s+[\"']?|to:\\s+[\"']?|toD:\\s+[\"']?)([a-zA-Z][a-zA-Z0-9+.-]*):(?://)?",
+            Pattern.MULTILINE);
+
+    private static final Map<String, ComponentCostProfile> COST_PROFILES = 
buildCostProfiles();
+
+    @Tool(annotations = @Tool.Annotations(readOnlyHint = true, destructiveHint 
= false, openWorldHint = false),
+          description = "Estimate API costs for a Camel route based on its 
component usage. "
+                        + "Analyzes a YAML or XML route definition and 
identifies components with "
+                        + "pay-per-use pricing (Bedrock LLM, Textract, S3, 
SQS, SNS, etc.). "
+                        + "Returns per-execution cost estimate and monthly 
projection at a given throughput. "
+                        + "Cost data is approximate based on published AWS 
pricing.")
+    public CostEstimateResult camel_route_cost_estimate(
+            @ToolArg(description = "The Camel route definition (YAML or XML)") 
String route,
+            @ToolArg(description = "Expected messages per hour for cost 
projection (default: 100)") Integer messagesPerHour,
+            @ToolArg(description = "Average document pages per message for 
Textract/Docling (default: 5)") Integer avgPages,
+            @ToolArg(description = "Average LLM input tokens per request 
(default: 1000)") Integer avgInputTokens,
+            @ToolArg(description = "Average LLM output tokens per request 
(default: 500)") Integer avgOutputTokens) {
+
+        if (route == null || route.isBlank()) {
+            throw new ToolCallException("Route content is required", null);
+        }
+
+        int throughput = messagesPerHour != null && messagesPerHour > 0 ? 
messagesPerHour : 100;
+        int pages = avgPages != null && avgPages > 0 ? avgPages : 5;
+        int inTokens = avgInputTokens != null && avgInputTokens > 0 ? 
avgInputTokens : 1000;
+        int outTokens = avgOutputTokens != null && avgOutputTokens > 0 ? 
avgOutputTokens : 500;
+
+        List<String> detectedSchemes = extractSchemes(route);
+
+        List<ComponentCostBreakdown> breakdown = new ArrayList<>();
+        double totalPerExecution = 0;
+
+        for (String scheme : detectedSchemes) {
+            ComponentCostProfile profile = COST_PROFILES.get(scheme);
+            if (profile == null) {
+                continue;
+            }
+
+            double costPerExec = profile.estimateCostPerExecution(pages, 
inTokens, outTokens);
+            totalPerExecution += costPerExec;
+            breakdown.add(new ComponentCostBreakdown(
+                    scheme, profile.displayName(), profile.pricingModel(),
+                    costPerExec, profile.pricingNote()));
+        }
+
+        
breakdown.sort(Comparator.comparingDouble(ComponentCostBreakdown::estimatedCostPerExecution).reversed());
+
+        double hourly = totalPerExecution * throughput;
+        double daily = hourly * 24;
+        double monthly = daily * 30;
+
+        String mostExpensive = breakdown.isEmpty() ? null : 
breakdown.get(0).scheme();
+
+        List<String> optimizationTips = buildOptimizationTips(detectedSchemes, 
breakdown);
+
+        CostProjection projection = new CostProjection(
+                throughput,
+                formatCost(hourly), formatCost(daily), formatCost(monthly));
+
+        CostSummary summary = new CostSummary(
+                formatCost(totalPerExecution),
+                breakdown.size(),
+                detectedSchemes.size(),
+                mostExpensive,
+                breakdown.isEmpty() ? "No pay-per-use components detected in 
this route" : null);
+
+        return new CostEstimateResult(
+                breakdown.isEmpty() ? null : breakdown,
+                projection, summary,
+                optimizationTips.isEmpty() ? null : optimizationTips,
+                "Cost estimates are approximate based on published AWS pricing 
(us-east-1). "
+                                                                      + 
"Actual costs vary by region, volume tier, and model.");
+    }
+
+    List<String> extractSchemes(String route) {
+        List<String> schemes = new ArrayList<>();
+        Matcher m = SCHEME_PATTERN.matcher(route);
+        while (m.find()) {
+            String scheme = m.group(1);
+            if (!schemes.contains(scheme)) {
+                schemes.add(scheme);
+            }
+        }
+        return schemes;
+    }
+
+    private List<String> buildOptimizationTips(List<String> schemes, 
List<ComponentCostBreakdown> breakdown) {
+        List<String> tips = new ArrayList<>();
+
+        if (schemes.contains("aws-bedrock")) {
+            tips.add("Consider using a smaller/cheaper Bedrock model for 
simpler tasks "
+                     + "(e.g., Nova Lite instead of Claude for 
classification)");
+            tips.add("Use streaming to reduce perceived latency without 
affecting token costs");
+        }
+        if (schemes.contains("aws2-textract") && schemes.contains("docling")) {
+            tips.add("Using both Textract and Docling — consider using only 
Docling (free, open-source) "
+                     + "for text extraction and reserving Textract for 
table/form extraction");
+        }
+        if (schemes.contains("aws2-s3")) {
+            tips.add("S3 GET costs are minimal but add up at scale — consider 
caching frequently accessed documents");
+        }
+        if (breakdown.size() > 1) {
+            tips.add("Most expensive component: " + 
breakdown.get(0).displayName()
+                     + " — focus optimization here for maximum savings");
+        }
+        return tips;
+    }
+
+    private static String formatCost(double cost) {
+        if (cost < 0.01) {
+            return String.format("$%.6f", cost);
+        }
+        return String.format("$%.4f", cost);
+    }
+
+    private static Map<String, ComponentCostProfile> buildCostProfiles() {
+        Map<String, ComponentCostProfile> profiles = new LinkedHashMap<>();
+
+        profiles.put("aws-bedrock", new ComponentCostProfile(
+                "AWS Bedrock (Claude Sonnet 4)", "per-token",
+                "Input: ~$3/MTok, Output: ~$15/MTok (Claude Sonnet 4 
pricing)") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return (inputTokens * 3.0 / 1_000_000) + (outputTokens * 15.0 
/ 1_000_000);
+            }
+        });
+
+        profiles.put("aws2-textract", new ComponentCostProfile(
+                "AWS Textract", "per-page",
+                "DetectDocumentText: ~$1.50/1000 pages, AnalyzeDocument: 
~$15/1000 pages") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return pages * 1.50 / 1000;
+            }
+        });
+
+        profiles.put("docling", new ComponentCostProfile(
+                "Docling (self-hosted)", "free",
+                "Open-source, self-hosted. Cost is only infrastructure 
(compute/memory)") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return 0;
+            }
+        });
+
+        profiles.put("aws2-s3", new ComponentCostProfile(
+                "AWS S3", "per-request",
+                "GET: ~$0.40/1M requests, PUT: ~$5/1M requests") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return 0.40 / 1_000_000;
+            }
+        });
+
+        profiles.put("aws2-sqs", new ComponentCostProfile(
+                "AWS SQS", "per-request",
+                "~$0.40 per 1M requests (Standard)") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return 0.40 / 1_000_000;
+            }
+        });
+
+        profiles.put("aws2-sns", new ComponentCostProfile(
+                "AWS SNS", "per-publish",
+                "~$0.50 per 1M publishes") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return 0.50 / 1_000_000;
+            }
+        });
+
+        profiles.put("aws2-kinesis", new ComponentCostProfile(
+                "AWS Kinesis", "per-shard-hour + per-PUT",
+                "~$0.015/shard/hour + $0.014/1M PUT units") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return 0.014 / 1_000_000;
+            }
+        });
+
+        profiles.put("langchain4j-chat", new ComponentCostProfile(
+                "LangChain4j Chat (model-dependent)", "per-token",
+                "Cost depends on the underlying model provider") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return (inputTokens * 3.0 / 1_000_000) + (outputTokens * 15.0 
/ 1_000_000);
+            }
+        });
+
+        profiles.put("langchain4j-embeddings", new ComponentCostProfile(
+                "LangChain4j Embeddings (model-dependent)", "per-token",
+                "Embedding: ~$0.02/1M tokens (Titan Embed)") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return inputTokens * 0.02 / 1_000_000;
+            }
+        });
+
+        profiles.put("openai", new ComponentCostProfile(
+                "OpenAI API", "per-token",
+                "GPT-4o: ~$2.50/MTok input, ~$10/MTok output") {
+            @Override
+            double estimateCostPerExecution(int pages, int inputTokens, int 
outputTokens) {
+                return (inputTokens * 2.50 / 1_000_000) + (outputTokens * 10.0 
/ 1_000_000);
+            }
+        });
+
+        return profiles;
+    }
+
+    // ---- Cost profile base ----
+
+    abstract static class ComponentCostProfile {
+        private final String displayName;
+        private final String pricingModel;
+        private final String pricingNote;
+
+        ComponentCostProfile(String displayName, String pricingModel, String 
pricingNote) {
+            this.displayName = displayName;
+            this.pricingModel = pricingModel;
+            this.pricingNote = pricingNote;
+        }
+
+        String displayName() {
+            return displayName;
+        }
+
+        String pricingModel() {
+            return pricingModel;
+        }
+
+        String pricingNote() {
+            return pricingNote;
+        }
+
+        abstract double estimateCostPerExecution(int pages, int inputTokens, 
int outputTokens);
+    }
+
+    // ---- Result records ----

Review Comment:
   All four result records use package-private visibility. Every other tool 
class in this package (verified across 16+ files with 75+ records) uses `public 
record`. These records are serialized by Jackson via the MCP framework from a 
different package — package-private visibility could cause 
`InaccessibleObjectException` at runtime.
   
   This is a recurring pattern from prior PRs (#25048, #25050, #25051). Please 
add `public` to all four records: `CostEstimateResult`, 
`ComponentCostBreakdown`, `CostProjection`, `CostSummary`.



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